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Attraction in Numerical Minimization Adam B. Levy

Attraction in Numerical Minimization By Adam B. Levy

Attraction in Numerical Minimization by Adam B. Levy


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Attraction in Numerical Minimization Summary

Attraction in Numerical Minimization: Iteration Mappings, Attractors, and Basins of Attraction by Adam B. Levy

Numerical minimization of an objective function is analyzed in this book to understand solution algorithms for optimization problems. Multiset-mappings are introduced to engineer numerical minimization as a repeated application of an iteration mapping. Ideas from numerical variational analysis are extended to define and explore notions of continuity and differentiability of multiset-mappings, and prove a fixed-point theorem for iteration mappings. Concepts from dynamical systems are utilized to develop notions of basin size and basin entropy. Simulations to estimate basins of attraction, to measure and classify basin size, and to compute basin are included to shed new light on convergence behavior in numerical minimization.

Graduate students, researchers, and practitioners in optimization and mathematics who work theoretically to develop solution algorithms will find this book a useful resource.

Attraction in Numerical Minimization Reviews

This book is aimed at researchers and practitioners working in the area of numerical minimization. (Olga Brezhneva, Mathematical Reviews, January, 2020)

Table of Contents

1. Multisets and Multiset Mappings.- 2. Iteration Mappings.- 3. Equilibria in Dynamical Systems.- 4. Attractors.- 5. Basin Analysis Via Simulation.

Additional information

NLS9783030040482
9783030040482
3030040488
Attraction in Numerical Minimization: Iteration Mappings, Attractors, and Basins of Attraction by Adam B. Levy
New
Paperback
Springer Nature Switzerland AG
2018-12-19
78
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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